Effective and scalable legal judgment recommendation using pre-learned word embedding

J Dhanani, R Mehta, D Rana - Complex & Intelligent Systems, 2022 - Springer
Legal professionals strongly demand an automatic and convenient legal document
recommendation system (LDRS) to identify similar judgments for preparing the …

Legal document recommendation system: a dictionary based approach

J Dhanani, R Mehta, DP Rana - International Journal of Web …, 2021 - emerald.com
Purpose In the Indian judicial system, the court considers interpretations of similar previous
judgments for the present case. An essential requirement of legal practitioners is to …

A survey on legal judgment prediction: Datasets, metrics, models and challenges

J Cui, X Shen, S Wen - IEEE Access, 2023 - ieeexplore.ieee.org
Legal judgment prediction (LJP) applies Natural Language Processing (NLP) techniques to
predict judgment results based on fact descriptions automatically. The present work …

An Approach Based on Cross-Attention Mechanism and Label-Enhancement Algorithm for Legal Judgment Prediction

J Chen, X Zhang, X Zhou, Y Han, Q Zhou - Mathematics, 2023 - mdpi.com
Legal Judgment Prediction aims to automatically predict judgment outcomes based on
descriptions of legal cases and established law articles, and has received increasing …

Legal judgment elements extraction approach with law article-aware mechanism

H Zhang, B Pan, R Li - Transactions on Asian and Low-Resource …, 2021 - dl.acm.org
Legal judgment elements extraction (LJEE) aims to identify the different judgment features
from the fact description in legal documents automatically, which helps to improve the …

Neurjudge: A circumstance-aware neural framework for legal judgment prediction

L Yue, Q Liu, B Jin, H Wu, K Zhang, Y An… - Proceedings of the 44th …, 2021 - dl.acm.org
Legal Judgment Prediction is a fundamental task in legal intelligence of the civil law system,
which aims to automatically predict the judgment results of multiple subtasks, such as …

Contrastive learning for legal judgment prediction

H Zhang, Z Dou, Y Zhu, JR Wen - ACM Transactions on Information …, 2023 - dl.acm.org
Legal judgment prediction (LJP) is a fundamental task of legal artificial intelligence. It aims to
automatically predict the judgment results of legal cases. Three typical subtasks are relevant …

Mann: A multichannel attentive neural network for legal judgment prediction

S Li, H Zhang, L Ye, X Guo, B Fang - IEEE Access, 2019 - ieeexplore.ieee.org
Recent years have witnessed an opportunity to improve trial efficiency and quality by
predictive analysis of massive judgment documents. A practical legal judgment prediction …

Retrieval of semantically similar Philippine supreme court case decisions using Doc2Vec

LTB Ranera, GA Solano, N Oco - … International Symposium on …, 2019 - ieeexplore.ieee.org
Drafting a case decision is an intensive task for lower court judges which may be a factor in
the case backlogs problem of the Philippine judiciary. The search for similar Philippine …

Precedent-enhanced legal judgment prediction with llm and domain-model collaboration

Y Wu, S Zhou, Y Liu, W Lu, X Liu, Y Zhang… - arXiv preprint arXiv …, 2023 - arxiv.org
Legal Judgment Prediction (LJP) has become an increasingly crucial task in Legal AI, ie,
predicting the judgment of the case in terms of case fact description. Precedents are the …